Best larger-system route
Studio 96
The smallest system in the range that reaches this model's preferred working allowance.
Explore Studio 96
Tencent model
The repository's model files total about 14.9GB, but the complete shape-and-texture pipeline uses several components. Team 32 may suit a pilot; 96GB provides more room for texture, higher-resolution assets and companion tools.
tencent/Hunyuan3D-2.10b94677654c5tencent/Hunyuan3D-2.1 Buyer verdict
Hunyuan3D 2.1 is relevant for concept assets, product visualisation experiments and 3D-content pipelines where generated geometry and textures will be reviewed and refined by people.
These figures apply to the named model version. Quantisation, fine-tuning, context length, image resolution, batch size and serving software can materially change the hardware needed.
Hardware requirements
The figure allows for the repository components but is not an official peak-VRAM result.
Higher texture resolution and companion applications can justify 96GB.
Technical specification
Specifications shown for source version
0b94677654c57bb9a6b6845cd7b704ccf551d327, updated
17 October 2025.
Product compatibility
A system is listed as fitting when its GPU memory meets the requirement shown above. Speed, usable context, batch size and concurrent users still need testing with the final model and software configuration.
Best larger-system route
The smallest system in the range that reaches this model's preferred working allowance.
Explore Studio 96sme workstation
Meets the lower memory screen, but not the recommended working allowance.
Available GPU memory clears the lower 24GB single-GPU planning floor screen but not the 48GB or more for the combined shape and texture workflow working allowance. It may load, but choose a larger system when context, batch, concurrency or response time matter.
sme workstation
Meets the lower memory screen, but not the recommended working allowance.
Available GPU memory clears the lower 24GB single-GPU planning floor screen but not the 48GB or more for the combined shape and texture workflow working allowance. It may load, but choose a larger system when context, batch, concurrency or response time matter.
sme workstation
Also meets this model page's recommended working allowance.
Available GPU memory exceeds the calculated or estimated requirement. Confirm the final precision, software, workload and performance before purchase.
sme workstation
Also meets this model page's recommended working allowance.
Available GPU memory exceeds the calculated or estimated requirement. Confirm the final precision, software, workload and performance before purchase.
pcie rack
Meets the lower memory screen, but not the recommended working allowance.
Available GPU memory clears the lower 24GB single-GPU planning floor screen but not the 48GB or more for the combined shape and texture workflow working allowance. It may load, but choose a larger system when context, batch, concurrency or response time matter.
pcie rack
Meets the lower memory screen, but not the recommended working allowance.
Available GPU memory clears the lower 24GB single-GPU planning floor screen but not the 48GB or more for the combined shape and texture workflow working allowance. It may load, but choose a larger system when context, batch, concurrency or response time matter.
pcie rack
Also meets this model page's recommended working allowance.
Available GPU memory exceeds the calculated or estimated requirement. Confirm the final precision, software, workload and performance before purchase.
pcie rack
Also meets this model page's recommended working allowance.
Available GPU memory exceeds the calculated or estimated requirement. Confirm the final precision, software, workload and performance before purchase.
pcie rack
Also meets this model page's recommended working allowance.
Available GPU memory exceeds the calculated or estimated requirement. Confirm the final precision, software, workload and performance before purchase.
frontier partner
Also meets this model page's recommended working allowance.
Available GPU memory exceeds the calculated or estimated requirement. Confirm the final precision, software, workload and performance before purchase.
frontier partner
Also meets this model page's recommended working allowance.
Available GPU memory exceeds the calculated or estimated requirement. Confirm the final precision, software, workload and performance before purchase.
Deployment reality
Serving software
Before installation
System requirements
Performance: speed, usable context and concurrency depend on the selected system, software and workload. No benchmark is quoted on this page.
Commercial and legal boundary
Commercial use: conditional
Review the current model-specific licence and intended distribution of generated assets.
Always retain the applicable notices and recheck the live terms for the intended organisation, territory, use and distribution route. Obtain legal advice where required; the official licence governs use.
Read the official licenceTechnical questions
It may suit a 32GB pilot based on repository size, but peak VRAM for the exact shape and texture workflow must be measured.
No. Generated assets commonly need inspection, clean-up, materials, rigging or scene integration in a DCC application.
Record input, mesh and texture settings, latency, peak VRAM, topology quality, texture defects and downstream correction time.
GPU memory is only one part of the system. Storage, data access, serving software, monitoring and administrator handover also affect a reliable deployment.
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